Research Appraisalother

FLIP-HEDOS: a patient-specific blood dose quantification model during radiotherapy treatments

Physics in medicine and biologyGarcía-Cardosa, Marina, Beekman, Chris, Burguete, Javier et al.29 Apr 2026DOI

Clinical Snapshot

70CEBM
Evidence: Moderateother

PICO Framework

P — PopulationPatients with thorax-abdomen or head-neck tumors receiving proton or photon radiotherapy
I — InterventionFLIP-HEDOS patient-specific blood dose modeling framework combining individualized vascular data with generic circulatory models
C — ComparatorFLIP (patient-specific vessels only), HEDOS (generic whole-body model), and standard non-personalized blood dose estimation approaches
O — OutcomesMean blood dose values, blood particle circulation frequency through patient-specific compartments, and comparative blood dose assessments across different inter-beam intervals

Bottom Line

FLIP-HEDOS represents a promising methodological advancement in radiotherapy treatment planning by combining patient-specific vascular imaging with established circulatory models to provide individualized blood dose estimation. The framework addresses limitations of generic approaches by incorporating phase-contrast MRI-derived blood flow data and individualized cardiac output parameters. While the computational modeling appears robust and physiologically realistic, clinical validation is lacking. The study demonstrates higher blood doses when patient-specific parameters are incorporated, but statistical significance and clinical relevance remain unclear. Implementation would require significant imaging and computational resources, potentially limiting accessibility. Before clinical adoption, validation studies correlating model predictions with hematologic toxicity outcomes are essential. The modular design offers flexibility for different tumor sites, but cost-effectiveness analysis and integration with existing treatment planning systems require evaluation.

Evidence: Moderate

Key Findings

  • P Value: Not reported

  • Effect Size: Higher blood doses with patient-specific modeling compared to generic approaches (specific values not provided in abstract)

  • Primary Outcome: Patient-specific blood dose quantification showing higher radiation doses when individualized vascular parameters incorporated

  • Nnt Or Sensitivity: Blood particle circulation frequency through patient-specific compartments tracked across different inter-beam intervals

  • Confidence Interval: Not reported

Clinical Application

Requires phase-contrast MRI capability and computational modeling infrastructure, potentially limiting widespread implementation Relevant for major Australian radiotherapy centers with advanced imaging capabilities; may inform TGA medical device evaluation for treatment planning systems incorporating blood dose modeling Radiotherapy patients with thorax-abdomen or head-neck tumors requiring blood dose monitoring

Abstract

Objective.To introduce FLIP-HEDOS, a blood dose modeling framework that combines patient-specific and generic circulatory data to enable individualized blood dose estimation during radiotherapy (RT) treatments and to overcome limitations of non-personalized approaches.Approach.Patient-specific images of vasculature were obtained from patients with thorax-abdomen or head-neck tumors treated with proton or photon RT. Large vessels from the tumor location were segmented, and their blood flow velocities were extracted from phase-contrast MRI. Movement of blood particles (BPs) was simulated using a Lagrangian approach along patient-specific flowlines in these vessels, forming the FLIP method. This circulation was incorporated into a standardized model (HEDOS) to form a closed-loop whole-body model that computes the spatiotemporal BP distribution and associated blood dose accumulation, accounting for dose delivery dynamics, dose rate and beam-on/beam-off times. Cardiac output (CO) was individualized to match each patient blood flow characteristics. FLIP-HEDOS retains the modular HEDOS architecture, extending its large vessel compartments with the FLIP approach patient-specific vessels represented as new compartments. Remaining compartments were adapted to preserve the standardized connectivity of the circulatory network.Main Results.The study quantified mean blood dose values and tracked the number of times BPs entered patient-specific compartments during dose delivery. Simulations were performed across a range of inter-beam intervals, and the three models FLIP (patient-specific vessels), HEDOS (generic whole-body), and FLIP-HEDOS (integrated model) were compared with respect to their resulting blood dose values. The comparison shows that when patient-specific information is incorporated in blood dose assessment, BPs experience higher radiation doses.Significance.FLIP-HEDOS proves that standardized vascular data can be effectively combined with patient-specific parameters to achieve physiologically realistic modeling of circulating blood. By enabling individualized CO and blood flow dynamics, the framework adapts to the anatomical and hemodynamic characteristics of each patient.

References

  1. 1.García-Cardosa, M., Beekman, C., Burguete, J., & Paganetti, H. (2026). FLIP-HEDOS: a patient-specific blood dose quantification model during radiotherapy treatments. Physics in Medicine and Biology. https://doi.org/10.1088/1361-6560/ae6015
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